R Observatory: Metrics for manymodelr version 0.4.0

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

manymodelr

0.4.0

Build and Tune Several Models

0packages depend

6.3Kdownloads / year

96.5%test coverage

13/13checks pass

Overview

About

Maintained by Nelson GonzabatoFirst published 2019-03-0212 releasesCRAN page ↗GitHub ↗

Frequently one needs a convenient way to build and tune several models in one go.The goal is to provide a number of machine learning convenience functions. It provides the ability to build, tune and obtain predictions of several models in one function. The models are built using functions from 'caret' with easier to read syntax. Kuhn(2014) doi:10.48550/arXiv.1405.6974.

Install

R (CRAN)pak (dev)Ubuntu (r2u)Fedora (COPR)openSUSE (OBS)

install.packages("manymodelr", repos = "https://cloud.r-project.org/")

Installs the current CRAN release. Prebuilt binaries on Windows and macOS.

if (!requireNamespace("pak", quietly = TRUE))
  install.packages("pak", repos = "https://cloud.r-project.org/")
pak::pak("Nelson-Gon/manymodelr")

Development version from Nelson-Gon/manymodelr. Installs pak first if it is not already available.

Release

# enable cranapt (r2u) if it is not already set up, then install
grep -rqs r2u.stat.illinois.edu /etc/apt/sources.list /etc/apt/sources.list.d/ \
  || curl -fsSL https://raw.githubusercontent.com/eddelbuettel/r2u/master/inst/scripts/add_cranapt_noble.sh | sudo bash
sudo apt install -y r-cran-manymodelr

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled.

bspm (used by r2u) also needs make: sudo apt install make

# enable the iucar/cran COPR if it is not already present, then install
ls /etc/yum.repos.d/*iucar*cran*.repo >/dev/null 2>&1 \
  || sudo dnf copr enable -y iucar/cran
sudo dnf install -y R-CRAN-manymodelr

RPMs from the iucar/cran COPR, rebuilt from CRAN.

For install.packages() integration in R, also: sudo dnf install R-CoprManager

# add the autoCRAN OBS repo (Tumbleweed) if it is missing, then install
zypper -q lr | grep -qi autoCRAN \
  || sudo zypper addrepo https://download.opensuse.org/repositories/devel:/languages:/R:/autoCRAN/openSUSE_Tumbleweed/devel:languages:R:autoCRAN.repo
sudo zypper install -y R-manymodelr

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed).

Health

CRAN checks

13OK

Slowest check: 4.5 min · r-oldrel-windows-x86_64

Code health

Yes

Tests · ratio 0.39

96.5%

Coverage · measured lines

100%

Documentation · exports

8

Dependencies · direct

Check history

OK2026-08-05
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
NOTE2026-08-01
12 OK · 1 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
OK2026-06-09
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-06-08
12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-05-02
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Show 2 earlier snapshots

ERROR2026-04-25
11 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-03-10
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMENoVignettesYes · dynamicpkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

Examples that run: 100%
Documented parameters: 100%
Return-value docs: 77%
References docs: 4%

Downloads

6.3K

CRAN downloads in the past year

Rank #6,633 · ~17/day · ~524/mo

Releases R versions

Daily download trend is not available in this view yet.

19430 days

1.3K90 days

6.3K1 year

Compare downloads with other packages →

Also on115 r2u19 autocran

Repository

GitHub ↗ nelson-gon/manymodelr

3Stars

3Forks

6Open issues

0Open PRs

11Releases

508Commits

2Contributors

machine-learningmodelsrpackagecranregression-modelslinear-regressionanova

License GPL-2.0 · 508 commits · Last activity 2025-08-23

Stars over time

2025-06-28 · 32026-07-07 · 3

Repository practices

Upstream repositoryBeta

7 development-tooling and community-health practices detected across 7 families in the upstream repository

Checks run against github.com/nelson-gon/manymodelr on 2026-08-16.

Continuous integration (1)

GitHub Actions

Reproducibility and dev environment (1)

data-raw/

CRAN release process (1)

cran-comments.md

Docs source (1)

README.Rmd

Show all practices

Lint, format, editor (1)

RStudio project

Coverage (1)

Codecov

Governance and community (1)

Issue templates

How this is detected·Detection ruleset v1 (2026-07-18)

Dependencies

Declared dependencies

11 external dependencies (excludes base and recommended)

Depends (1)

R >= 4.4

Imports (8)

dplyr ggplot2 lme4 stringr usethis testthat caret Metrics

LinkingTo (0)

none

Suggests (3)

knitr rmarkdown covr

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

Datasets

People & History

People (1)

Maintainer (1)

Nelson Gonzabato

Author, Maintainer

Authors (1)

Nelson Gonzabato

Author, Maintainer

Package Timeline

12 releases. Pick two to compare their code metrics. R releases are shown for context.

R
R 4.6.0 released · 2026-04-24
0.4.0Latest
2025-08-22 · current release · diff ↗
R
R 4.5.0 released · 2025-04-11
0.3.9
2025-03-20 · diff ↗
R
R 4.4.0 released · 2024-04-24
R
R 4.3.0 released · 2023-04-21
R
R 4.2.0 released · 2022-04-22
0.3.7
2021-11-15 · diff ↗
0.3.6
2021-08-17 · diff ↗
R
R 4.1.0 released · 2021-05-18
0.3.5
2021-02-16 · diff ↗
0.3.2
2020-06-27 · diff ↗
0.3.1
2020-06-12 · diff ↗
R
R 4.0.0 released · 2020-04-24
0.2.4
2020-02-12 · diff ↗
0.2.3
2020-02-05 · diff ↗

Show 5 earlier events

0.2.2
2019-07-08 · diff ↗
0.2.1
2019-07-04 · diff ↗
R
R 3.6.0 released · 2019-04-26
0.1.0
2019-03-02
R
R 3.5.0 released · 2018-04-23

Package metadata

First published: 2019-03-02
Total releases: 12 / 7 yrs
License: GPL-2 OSI
Minimum R: ≥ 4.4
Bundled data: 4.1 KB / 1 file
Download size: 1.5 MB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("manymodelr")

Format

Gonzabato, N. (2025). manymodelr: Build and Tune Several Models (Version 0.4.0) [Computer software]. https://doi.org/10.32614/CRAN.package.manymodelr

This is what citation() produces when a package has no citation file of its own. If it prints something else, use that.

Cite the R Observatory

For a number measured here: a download total, a coverage figure, an archival date.

Format

APA

Balamuta, J. J. (2026). R Observatory: Metrics for manymodelr version 0.4.0 [Data set]. HJJB, LLC. Data release v2026-08-18. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-18, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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